Unsupervised Discovery of Interpretable Directions in the GAN Latent Space

10 February 2020

Papers citing "Unsupervised Discovery of Interpretable Directions in the GAN Latent Space"

50 / 285 papers shown

Title
Image Interpolation with Score-based Riemannian Metrics of Diffusion Models Shinnosuke Saito Takashi Matsubara DiffM 82 1 0 28 Apr 2025
Learning Interpretable Logic Rules from Deep Vision Models Chuqin Geng Yuhe Jiang Ziyu Zhao Haolin Ye Zhaoyue Wang X. Si NAI FAtt VLM 59 1 0 13 Mar 2025
DiffEx: Explaining a Classifier with Diffusion Models to Identify Microscopic Cellular Variations Anis Bourou Saranga Kingkor Mahanta Thomas Boyer Valérie Mezger Auguste Genovesio MedIm 55 0 0 12 Feb 2025
Assessing the use of Diffusion models for motion artifact correction in brain MRI Paolo Angella Vito Paolo Pastore Matteo Santacesaria MedIm DiffM 58 1 0 03 Feb 2025
HyperGAN-CLIP: A Unified Framework for Domain Adaptation, Image Synthesis and Manipulation Abdul Basit Anees A. Baykal Muhammed Burak Kizil Duygu Ceylan Erkut Erdem Aykut Erdem CLIP 62 1 0 19 Nov 2024
Manipulating Vehicle 3D Shapes through Latent Space Editing JiangDong Miao Tatsuya Ikeda B. Raytchev Ryota Mizoguchi Takenori Hiraoka Takuji Nakashima Keigo Shimizu Toru Higaki K. Kaneda 26 2 0 31 Oct 2024
Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models Youngjun Jun Jiwoo Park Kyobin Choo Tae Eun Choi Seong Jae Hwang CoGe 33 0 0 31 Oct 2024
Decoding Diffusion: A Scalable Framework for Unsupervised Analysis of Latent Space Biases and Representations Using Natural Language Prompts E. Z. Zeng Yuhao Chen A. Wong DiffM 26 0 0 25 Oct 2024
Analyzing Generative Models by Manifold Entropic Metrics Daniel Galperin Ullrich Köthe DRL 16 0 0 25 Oct 2024
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 29 0 0 07 Oct 2024
Revealing Directions for Text-guided 3D Face Editing Zhuo Chen Yichao Yan Sehngqi Liu Yuhao Cheng Weiming Zhao Lincheng Li Mengxiao Bi Xiaokang Yang DiffM 30 0 0 07 Oct 2024
SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference Yuan Zhang Chun-Kai Fan Junpeng Ma Wenzhao Zheng Tao Huang ... Denis A. Gudovskiy Tomoyuki Okuno Yohei Nakata Kurt Keutzer Shanghang Zhang VLM 18 37 0 06 Oct 2024
Linking in Style: Understanding learned features in deep learning models Maren H. Wehrheim Pamela Osuna-Vargas Matthias Kaschube GAN 17 0 0 25 Sep 2024
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations Anselm Haselhoff Kevin Trelenberg Fabian Küppers Jonas Schneider 16 1 0 19 Sep 2024
Generation and Editing of Mandrill Faces: Application to Sex Editing and Assessment Nicolas M. Dibot Julien P. Renoult William Puech CVBM EGVM 26 0 0 19 Sep 2024
Controllable retinal image synthesis using conditional StyleGAN and latent space manipulation for improved diagnosis and grading of diabetic retinopathy Somayeh Pakdelmoez Saba Omidikia Seyyed Ali Seyyedsalehi Seyyede Zohreh Seyyedsalehi MedIm 20 1 0 11 Sep 2024
EraseDraw: Learning to Insert Objects by Erasing Them from Images Alper Canberk Maksym Bondarenko Ege Ozguroglu Ruoshi Liu Carl Vondrick DiffM 32 2 0 31 Aug 2024
User-Driven Voice Generation and Editing through Latent Space Navigation Yusheng Tian Junbin Liu Tan Lee DiffM 31 2 0 30 Aug 2024
Multi-task SAR Image Processing via GAN-based Unsupervised Manipulation Xuran Hu Mingzhe Zhu L. Durlofsky Zhenpeng Feng Ljubisa Stankovic GAN 41 0 0 02 Aug 2024
Graph-based Unsupervised Disentangled Representation Learning via Multimodal Large Language Models Baao Xie Qiuyu Chen Yunnan Wang Zequn Zhang Xin Jin Wenjun Zeng OffRL 31 2 0 26 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 51 1 0 01 Jul 2024
Controlling Face's Frame generation in StyleGAN's latent space operations: Modifying faces to deceive our memory Agustín Roca Nicolás Ignacio Britos CVBM 14 0 0 30 Jun 2024
Diffusion Models and Representation Learning: A Survey Michael Fuest Pingchuan Ma Ming Gui Johannes S. Fischer Vincent Tao Hu Bjorn Ommer DiffM 24 19 0 30 Jun 2024
Concept Lens: Visually Analyzing the Consistency of Semantic Manipulation in GANs S. Jeong Mingwei Li Matthew Berger Shusen Liu 33 0 0 28 Jun 2024
SwinStyleformer is a favorable choice for image inversion Jiawei Mao Guangyi Zhao Xuesong Yin Yuanqi Chang ViT 30 0 0 19 Jun 2024
GANmut: Generating and Modifying Facial Expressions Maria Surani CVBM 25 0 0 16 Jun 2024
Interpreting the Weight Space of Customized Diffusion Models Amil Dravid Yossi Gandelsman Kuan-Chieh Jackson Wang Rameen Abdal Gordon Wetzstein Alexei A. Efros Kfir Aberman 34 9 0 13 Jun 2024
Varying Manifolds in Diffusion: From Time-varying Geometries to Visual Saliency Junhao Chen Manyi Li Zherong Pan Xifeng Gao Changhe Tu DiffM 29 2 0 07 Jun 2024
Diffusion Bridge AutoEncoders for Unsupervised Representation Learning Yeongmin Kim Kwanghyeon Lee Minsang Park Byeonghu Na Il-Chul Moon DiffM 39 2 0 27 May 2024
SwipeGANSpace: Swipe-to-Compare Image Generation via Efficient Latent Space Exploration Yuto Nakashima Mingzhe Yang Yukino Baba GAN 31 1 0 30 Apr 2024
AUEditNet: Dual-Branch Facial Action Unit Intensity Manipulation with Implicit Disentanglement Shiwei Jin Zhen Wang Lei Wang Peng Liu Ning Bi Truong Thao Nguyen 25 0 0 07 Apr 2024
RoNet: Rotation-oriented Continuous Image Translation Yi Li Xinxiong Xie Lina Lei Haiyan Fu Yanqing Guo 3DH 31 0 0 06 Apr 2024
DreamWalk: Style Space Exploration using Diffusion Guidance Michelle Shu Charles Herrmann Richard Strong Bowen Forrester Cole Ramin Zabih AI4TS DiffM 35 2 0 04 Apr 2024
FashionEngine: Interactive 3D Human Generation and Editing via Multimodal Controls Tao Hu Fangzhou Hong Zhaoxi Chen Ziwei Liu DiffM 28 0 0 02 Apr 2024
GANTASTIC: GAN-based Transfer of Interpretable Directions for Disentangled Image Editing in Text-to-Image Diffusion Models Yusuf Dalva Hidir Yesiltepe Pinar Yanardag DiffM 25 2 0 28 Mar 2024
DiffusionAct: Controllable Diffusion Autoencoder for One-shot Face Reenactment Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos DiffM 41 7 0 25 Mar 2024
VoxGenesis: Unsupervised Discovery of Latent Speaker Manifold for Speech Synthesis Wei-wei Lin Chenhang He Man-Wai Mak Jiachen Lian Kong Aik Lee DiffM 25 0 0 01 Mar 2024
LatentSwap: An Efficient Latent Code Mapping Framework for Face Swapping Changho Choi Minho Kim Junhyeok Lee Hyoung-Kyu Song Younggeun Kim Seungryong Kim 30 0 0 28 Feb 2024
Q-Probe: A Lightweight Approach to Reward Maximization for Language Models Kenneth Li Samy Jelassi Hugh Zhang Sham Kakade Martin Wattenberg David Brandfonbrener 27 9 0 22 Feb 2024
Diffusion Model with Cross Attention as an Inductive Bias for Disentanglement Tao Yang Cuiling Lan Yan Lu Nanning Zheng DiffM 20 6 0 15 Feb 2024
One-shot Neural Face Reenactment via Finding Directions in GAN's Latent Space Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos CVBM 3DH 45 8 0 05 Feb 2024
Closed-Loop Unsupervised Representation Disentanglement with $β$ -VAE Distillation and Diffusion Probabilistic Feedback Xin Jin Bo Li Baao Xie Wenyao Zhang Jinming Liu Ziqiang Li Tao Yang Wenjun Zeng DRL DiffM CoGe 27 7 0 04 Feb 2024
CNS-Edit: 3D Shape Editing via Coupled Neural Shape Optimization Jingyu Hu Ka-Hei Hui Zhengzhe Liu Hao Zhang Chi-Wing Fu 16 4 0 04 Feb 2024
UniHDA: A Unified and Versatile Framework for Multi-Modal Hybrid Domain Adaptation Hengjia Li Yang Liu Yuqi Lin Zhanwei Zhang Yibo Zhao ... Tu Zheng Zheng Yang Yuchun Jiang Boxi Wu Deng Cai DiffM 21 0 0 23 Jan 2024
$Tri$^{2}$-plane: Thinking Head Avatar via Feature Pyramid$ Tri $^{2}$ -plane: Thinking Head Avatar via Feature Pyramid Luchuan Song Pinxin Liu Lele Chen Guojun Yin Chenliang Xu 3DH 23 6 0 17 Jan 2024
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold Alireza Ganjdanesh Shangqian Gao Hirad Alipanah Heng-Chiao Huang GAN 17 6 0 22 Dec 2023
Warping the Residuals for Image Editing with StyleGAN Ahmet Burak Yildirim Hamza Pehlivan Aysegül Dündar 13 4 0 18 Dec 2023
Spatial-Contextual Discrepancy Information Compensation for GAN Inversion Ziqiang Zhang Yan Yan Jin-Hao Xue Hanzi Wang 22 1 0 12 Dec 2023
NoiseCLR: A Contrastive Learning Approach for Unsupervised Discovery of Interpretable Directions in Diffusion Models Yusuf Dalva Pinar Yanardag DiffM 24 18 0 08 Dec 2023
Language-Informed Visual Concept Learning Sharon Lee Yunzhi Zhang Shangzhe Wu Jiajun Wu CoGe 21 9 0 06 Dec 2023